| { | |
| "policy_class": { | |
| ":type:": "<class 'abc.ABCMeta'>", | |
| ":serialized:": "gAWVOwAAAAAAAACMIXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi5wb2xpY2llc5SMEUFjdG9yQ3JpdGljUG9saWN5lJOULg==", | |
| "__module__": "stable_baselines3.common.policies", | |
| "__doc__": "\n Policy class for actor-critic algorithms (has both policy and value prediction).\n Used by A2C, PPO and the likes.\n\n :param observation_space: Observation space\n :param action_space: Action space\n :param lr_schedule: Learning rate schedule (could be constant)\n :param net_arch: The specification of the policy and value networks.\n :param activation_fn: Activation function\n :param ortho_init: Whether to use or not orthogonal initialization\n :param use_sde: Whether to use State Dependent Exploration or not\n :param log_std_init: Initial value for the log standard deviation\n :param full_std: Whether to use (n_features x n_actions) parameters\n for the std instead of only (n_features,) when using gSDE\n :param use_expln: Use ``expln()`` function instead of ``exp()`` to ensure\n a positive standard deviation (cf paper). It allows to keep variance\n above zero and prevent it from growing too fast. In practice, ``exp()`` is usually enough.\n :param squash_output: Whether to squash the output using a tanh function,\n this allows to ensure boundaries when using gSDE.\n :param features_extractor_class: Features extractor to use.\n :param features_extractor_kwargs: Keyword arguments\n to pass to the features extractor.\n :param share_features_extractor: If True, the features extractor is shared between the policy and value networks.\n :param normalize_images: Whether to normalize images or not,\n dividing by 255.0 (True by default)\n :param optimizer_class: The optimizer to use,\n ``th.optim.Adam`` by default\n :param optimizer_kwargs: Additional keyword arguments,\n excluding the learning rate, to pass to the optimizer\n ", | |
| "__init__": "<function ActorCriticPolicy.__init__ at 0x7f12f67580d0>", | |
| "_get_constructor_parameters": "<function ActorCriticPolicy._get_constructor_parameters at 0x7f12f6758160>", | |
| "reset_noise": "<function ActorCriticPolicy.reset_noise at 0x7f12f67581f0>", | |
| "_build_mlp_extractor": "<function ActorCriticPolicy._build_mlp_extractor at 0x7f12f6758280>", | |
| "_build": "<function ActorCriticPolicy._build at 0x7f12f6758310>", | |
| "forward": "<function ActorCriticPolicy.forward at 0x7f12f67583a0>", | |
| "extract_features": "<function ActorCriticPolicy.extract_features at 0x7f12f6758430>", | |
| "_get_action_dist_from_latent": "<function ActorCriticPolicy._get_action_dist_from_latent at 0x7f12f67584c0>", | |
| "_predict": "<function ActorCriticPolicy._predict at 0x7f12f6758550>", | |
| "evaluate_actions": "<function ActorCriticPolicy.evaluate_actions at 0x7f12f67585e0>", | |
| "get_distribution": "<function ActorCriticPolicy.get_distribution at 0x7f12f6758670>", | |
| "predict_values": "<function ActorCriticPolicy.predict_values at 0x7f12f6758700>", | |
| "__abstractmethods__": "frozenset()", | |
| "_abc_impl": "<_abc._abc_data object at 0x7f12f6942700>" | |
| }, | |
| "verbose": 1, | |
| "policy_kwargs": {}, | |
| "num_timesteps": 1015808, | |
| "_total_timesteps": 1000000, | |
| "_num_timesteps_at_start": 0, | |
| "seed": null, | |
| "action_noise": null, | |
| "start_time": 1686797513996268308, | |
| "learning_rate": 0.0, | |
| "tensorboard_log": null, | |
| "_last_obs": null, | |
| "_last_episode_starts": { | |
| ":type:": "<class 'numpy.ndarray'>", | |
| ":serialized:": "gAWVgwAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUjAVudW1weZSMBWR0eXBllJOUjAJiMZSJiIeUUpQoSwOMAXyUTk5OSv////9K/////0sAdJRiSxCFlIwBQ5R0lFKULg==" | |
| }, | |
| "_last_original_obs": null, | |
| "_episode_num": 0, | |
| "use_sde": false, | |
| "sde_sample_freq": -1, | |
| "_current_progress_remaining": -0.015808000000000044, | |
| "_stats_window_size": 100, | |
| "ep_info_buffer": { | |
| ":type:": "<class 'collections.deque'>", | |
| ":serialized:": "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" | |
| }, | |
| "ep_success_buffer": { | |
| ":type:": "<class 'collections.deque'>", | |
| ":serialized:": "gAWVIAAAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKULg==" | |
| }, | |
| "_n_updates": 256, | |
| "n_steps": 1024, | |
| "gamma": 0.999, | |
| "gae_lambda": 0.98, | |
| "ent_coef": 0.01, | |
| "vf_coef": 0.5, | |
| "max_grad_norm": 0.5, | |
| "batch_size": 64, | |
| "n_epochs": 4, | |
| "clip_range": { | |
| ":type:": "<class 'function'>", | |
| ":serialized:": "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" | |
| }, | |
| "clip_range_vf": null, | |
| "normalize_advantage": true, | |
| "target_kl": null, | |
| "observation_space": { | |
| ":type:": "<class 'gymnasium.spaces.box.Box'>", | |
| ":serialized:": "gAWVdgIAAAAAAACMFGd5bW5hc2l1bS5zcGFjZXMuYm94lIwDQm94lJOUKYGUfZQojAVkdHlwZZSMBW51bXB5lIwFZHR5cGWUk5SMAmY0lImIh5RSlChLA4wBPJROTk5K/////0r/////SwB0lGKMDWJvdW5kZWRfYmVsb3eUjBJudW1weS5jb3JlLm51bWVyaWOUjAtfZnJvbWJ1ZmZlcpSTlCiWCAAAAAAAAAABAQEBAQEBAZRoCIwCYjGUiYiHlFKUKEsDjAF8lE5OTkr/////Sv////9LAHSUYksIhZSMAUOUdJRSlIwNYm91bmRlZF9hYm92ZZRoESiWCAAAAAAAAAABAQEBAQEBAZRoFUsIhZRoGXSUUpSMBl9zaGFwZZRLCIWUjANsb3eUaBEoliAAAAAAAAAAAAC0wgAAtMIAAKDAAACgwNsPScAAAKDAAAAAgAAAAICUaAtLCIWUaBl0lFKUjARoaWdolGgRKJYgAAAAAAAAAAAAtEIAALRCAACgQAAAoEDbD0lAAACgQAAAgD8AAIA/lGgLSwiFlGgZdJRSlIwIbG93X3JlcHKUjFtbLTkwLiAgICAgICAgLTkwLiAgICAgICAgIC01LiAgICAgICAgIC01LiAgICAgICAgIC0zLjE0MTU5MjcgIC01LgogIC0wLiAgICAgICAgIC0wLiAgICAgICBdlIwJaGlnaF9yZXBylIxTWzkwLiAgICAgICAgOTAuICAgICAgICAgNS4gICAgICAgICA1LiAgICAgICAgIDMuMTQxNTkyNyAgNS4KICAxLiAgICAgICAgIDEuICAgICAgIF2UjApfbnBfcmFuZG9tlE51Yi4=", | |
| "dtype": "float32", | |
| "bounded_below": "[ True True True True True True True True]", | |
| "bounded_above": "[ True True True True True True True True]", | |
| "_shape": [ | |
| 8 | |
| ], | |
| "low": "[-90. -90. -5. -5. -3.1415927 -5.\n -0. -0. ]", | |
| "high": "[90. 90. 5. 5. 3.1415927 5.\n 1. 1. ]", | |
| "low_repr": "[-90. -90. -5. -5. -3.1415927 -5.\n -0. -0. ]", | |
| "high_repr": "[90. 90. 5. 5. 3.1415927 5.\n 1. 1. ]", | |
| "_np_random": null | |
| }, | |
| "action_space": { | |
| ":type:": "<class 'gymnasium.spaces.discrete.Discrete'>", | |
| ":serialized:": "gAWV/QAAAAAAAACMGWd5bW5hc2l1bS5zcGFjZXMuZGlzY3JldGWUjAhEaXNjcmV0ZZSTlCmBlH2UKIwBbpSMFW51bXB5LmNvcmUubXVsdGlhcnJheZSMBnNjYWxhcpSTlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYkMIBAAAAAAAAACUhpRSlIwFc3RhcnSUaAhoDkMIAAAAAAAAAACUhpRSlIwGX3NoYXBllCmMBWR0eXBllGgLjAJpOJSJiIeUUpQoSwNoD05OTkr/////Sv////9LAHSUYowKX25wX3JhbmRvbZROdWIu", | |
| "n": "4", | |
| "start": "0", | |
| "_shape": [], | |
| "dtype": "int64", | |
| "_np_random": null | |
| }, | |
| "n_envs": 1, | |
| "lr_schedule": { | |
| ":type:": "<class 'function'>", | |
| ":serialized:": "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" | |
| } | |
| } |